Percura
Percura / ProductReal-time state tracking

Every persona. Every step.
Every decision.

The engine that runs each AI persona through your product flow step by step — tracking frustration, trust, and attention in real time — deciding exactly when and why they leave.

500
Personas in a single batch
<30m
Time to full results
8
Behavioral variables per persona
Test variations on the same flow
01Architecture

How the Engine is Built

Layer 1

Behavioral State Machine

Pure code. No AI. Tracks each persona's state: frustration score, attention budget, trust level, steps taken. When any threshold is crossed, the persona drops off. Fast, deterministic, testable.

frustration_scoreattention_budgettrust_levelsteps_taken
Layer 2

LLM as UX Interpreter

The AI reads your product's UI — a form, a button label, a pricing page — and translates it into a behavioral event. "8-field form with no progress bar" becomes a cognitive overload event. The state machine acts on it.

reads UIfires eventstate updates
02Live Example

Live Persona State

Live Persona State — Mid Simulation
Step 3 of 6
Bhai Shekh
23 · Ahmedabad, Gujarat · Payment screen
ABANDON
72/100
Frustration
8 sec
Attention left
0.09
Trust level
ABANDON
Decision
Trigger event

"Payment screen asked for Aadhaar before showing total amount. No Hindi option. OTP step visible."

03Behavioral Realism

What Makes Behavior Realistic

01

Frustration compounds

Each friction point adds to a running score. No single moment kills a session — the threshold does.

02

Attention decays

Personas start with a fixed attention budget. Every slow screen and long form burns it down. When it hits zero, they leave.

03

Trust can collapse

Certain triggers — hidden charges, Aadhaar requests, no social proof — cause sudden trust drops, not gradual ones.

04

Noise is built in

15–20% of decisions go against the model. Real users are irrational. Our personas are too.

04Design Principle

"Most simulation tools model the ideal user. We model the real one — impatient, suspicious, and easily confused."

— Percura Simulation Engine design principle

Ready to test your product? Head to the validation page to run your first simulation.